{
 "cells": [
  {
   "attachments": {
    "533d466b-71ad-4db6-b881-2481c1987ca9.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:533d466b-71ad-4db6-b881-2481c1987ca9.png)"
   ]
  },
  {
   "attachments": {
    "bdc6fe47-8a40-4b49-aa07-d17760963578.png": {
     "image/png": "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"
    },
    "c4b3c236-150b-4798-ae38-84a6a9af68f5.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:c4b3c236-150b-4798-ae38-84a6a9af68f5.png)\n",
    "\n",
    "![image.png](attachment:bdc6fe47-8a40-4b49-aa07-d17760963578.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "多输入通道\n",
    "'''\n",
    "import d2lzh as d2l\n",
    "from mxnet import nd\n",
    "\n",
    "def corr2d_multi_in(X, K):\n",
    "    # 首先沿着X和K的第0维（通道维）遍历，然后使用 * 将结果列表变成 add_n函数的位置参数\n",
    "    # (positional argument) 来进行相加\n",
    "    return nd.add_n(*[d2l.corr2d(x,k) for x, k in zip(X,K)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "[[ 56.  72.]\n",
       " [104. 120.]]\n",
       "<NDArray 2x2 @cpu(0)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = nd.array([[[0,1,2], [3,4,5],[6,7,8]],\n",
    "              [[1,2,3],[4,5,6],[7,8,9]]])\n",
    "K = nd.array([[[0,1],[2,3]],[[1,2],[3,4]]])\n",
    "\n",
    "corr2d_multi_in(X, K)"
   ]
  },
  {
   "attachments": {
    "1c77d575-975b-4800-9a75-0bf494b86ea7.png": {
     "image/png": "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"
    },
    "4be0cfa7-2b21-4165-8864-0efeab0a8a58.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:1c77d575-975b-4800-9a75-0bf494b86ea7.png)\n",
    "\n",
    "![image.png](attachment:4be0cfa7-2b21-4165-8864-0efeab0a8a58.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "多输出通道\n",
    "'''\n",
    "def corr2d_multi_in_out(X, K):\n",
    "    # 对K的第0维遍历，每次同输入X做互相关计算，所有结果使用stack函数合并在一起\n",
    "    return nd.stack(*[corr2d_multi_in(X, k) for k in K])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 2, 2)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(3, 2, 2, 2)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(K.shape)\n",
    "K = nd.stack(K, K+1, K+2)\n",
    "K.shape"
   ]
  },
  {
   "attachments": {
    "8488f662-1392-45f8-825a-ab8f39b1e5a0.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:8488f662-1392-45f8-825a-ab8f39b1e5a0.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "[[[ 56.  72.]\n",
       "  [104. 120.]]\n",
       "\n",
       " [[ 76. 100.]\n",
       "  [148. 172.]]\n",
       "\n",
       " [[ 96. 128.]\n",
       "  [192. 224.]]]\n",
       "<NDArray 3x2x2 @cpu(0)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr2d_multi_in_out(X, K)"
   ]
  },
  {
   "attachments": {
    "4970bad6-3020-4574-9b64-5b57f826f07d.png": {
     "image/png": "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"
    },
    "95710aea-7450-4564-8f22-e019805fccfc.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:95710aea-7450-4564-8f22-e019805fccfc.png)\n",
    "\n",
    "![image.png](attachment:4970bad6-3020-4574-9b64-5b57f826f07d.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "1 by 1 convolution layer\n",
    "'''\n",
    "def corr2d_multi_in_out_1x1(X, K):\n",
    "    c_i, h, w = X.shape\n",
    "    c_o = K.shape[0]\n",
    "    X = X.reshape((c_i, h * w))\n",
    "    K = K.reshape((c_o, c_i))\n",
    "    print(X)\n",
    "    print(K)\n",
    "    Y = nd.dot(K, X) # 全连接层的矩阵乘法\n",
    "    return Y.reshape((c_o, h, w))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[[0.36824155 0.83261985 0.95715517 0.77815676 0.14035077 0.87001216\n",
      "  0.87008727 0.9786183  0.47360805]\n",
      " [0.7991586  0.8009108  0.46147937 0.5204775  0.7805292  0.67887956\n",
      "  0.11827442 0.7206327  0.639921  ]\n",
      " [0.5820198  0.14335328 0.53737324 0.9446689  0.7586156  0.5218483\n",
      "  0.1059076  0.41466194 0.47360042]]\n",
      "<NDArray 3x9 @cpu(0)>\n",
      "\n",
      "[[0.2645556  0.18633235 0.7742337 ]\n",
      " [0.73691815 0.45615032 0.21655035]]\n",
      "<NDArray 2x3 @cpu(0)>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = nd.random.uniform(shape=(3,3,3))\n",
    "K = nd.random.uniform(shape=(2,3,1,1))\n",
    "\n",
    "Y1 = corr2d_multi_in_out_1x1(X, K)\n",
    "Y2 = corr2d_multi_in_out(X, K)\n",
    "\n",
    "(Y1 - Y2).norm().asscalar() < 1e-6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "[[[0.63251853 0.7027089  0.8923846 ]\n",
       "  [1.0109798  0.70354044 0.94260067]\n",
       "  [0.65125    0.909348   0.68587   ]]\n",
       "\n",
       " [[0.45974678 0.47996217 0.3274668 ]\n",
       "  [0.37361276 0.25606534 0.66247874]\n",
       "  [0.09572    0.706381   0.23235497]]]\n",
       "<NDArray 2x3x3 @cpu(0)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "[[[[0.83607876]]\n",
       "\n",
       "  [[0.07103606]]\n",
       "\n",
       "  [[0.33739617]]]\n",
       "\n",
       "\n",
       " [[[0.08712929]]\n",
       "\n",
       "  [[0.6481719 ]]\n",
       "\n",
       "  [[0.0202184 ]]]]\n",
       "<NDArray 2x3x1x1 @cpu(0)>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "[[[0.5488135  0.5928446  0.71518934]\n",
       "  [0.84426576 0.60276335 0.8579456 ]\n",
       "  [0.5448832  0.8472517  0.4236548 ]]\n",
       "\n",
       " [[0.6235637  0.6458941  0.3843817 ]\n",
       "  [0.4375872  0.2975346  0.891773  ]\n",
       "  [0.05671298 0.96366274 0.2726563 ]]\n",
       "\n",
       " [[0.3834415  0.47766513 0.79172504]\n",
       "  [0.8121687  0.5288949  0.47997716]\n",
       "  [0.56804454 0.3927848  0.92559665]]]\n",
       "<NDArray 3x3x3 @cpu(0)>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
